{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = ['DetectNet','DNN', 'CNN', 'LSTM']\n",
    "mods = ['BPSK', 'QPSK', '8PSK', 'PAM4', 'QAM16', 'QAM64', 'GFSK', 'CPFSK', ]\n",
    "sample_length = [64,128,256,512,1024]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variando modulação"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotResultsModel(model, sample_length, results, pf, mod_names):\n",
    "    plt.figure(figsize=[12,6])\n",
    "    for i in range(len(mod_names)):\n",
    "        plt.plot(range(-20,20),results[i] , label=str(mod_names[i])+\" pf= \" + '{:.2f}%'.format(pf[i]))\n",
    "    \n",
    "    plt.title(str(model)+' ' +str(sample_length))\n",
    "    plt.legend()\n",
    "    plt.xlim([-20,20])\n",
    "    plt.ylim([0.0, 1.1])\n",
    "    plt.xlabel('SNR db')\n",
    "    plt.ylabel('Pd %')\n",
    "    plt.grid()\n",
    "    plt.savefig('imagens/{:s}-{:d}.png'.format(model, sample_length))   \n",
    "    plt.show()\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DetectNet/1024/BPSKPds.xls\n",
      "DetectNet/1024/QPSKPds.xls\n",
      "DetectNet/1024/8PSKPds.xls\n",
      "DetectNet/1024/PAM4Pds.xls\n",
      "DetectNet/1024/QAM16Pds.xls\n",
      "DetectNet/1024/QAM64Pds.xls\n",
      "DetectNet/1024/GFSKPds.xls\n",
      "DetectNet/1024/CPFSKPds.xls\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = 'DetectNet'\n",
    "_sample_length = 1024\n",
    "\n",
    "results = []\n",
    "pf = []\n",
    "mod_names = []\n",
    "for mod in mods:\n",
    "    try:\n",
    "        print(model+'/'+str(_sample_length)+'/'+mod+'Pds.xls')\n",
    "        doc = pd.read_csv('result/xls/'+model+'/'+str(_sample_length)+'/'+mod+'Pds.xls', header=None)\n",
    "        line = np.array(doc)\n",
    "        results.append(line[0,range(40)])\n",
    "        pf.append(line[0,40])\n",
    "        mod_names.append(mod)\n",
    "    except Exception as e:\n",
    "        print(\"Nao encontrado\")\n",
    "        \n",
    "plotResultsModel(model, _sample_length, results, pf, mod_names )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variando tamanho amostra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotResultsSample(model, mod, sample_length, results, pf, samples):\n",
    "    plt.figure(figsize=[12,6])\n",
    "    for i in range(len(samples)):\n",
    "        plt.plot(range(-20,20),results[i], label=str(samples[i])+\" pf= \" + '{:.2f}%'.format(pf[i]) )\n",
    "    \n",
    "    plt.title(str(model)+' ' +str(mod))\n",
    "    plt.legend()\n",
    "    plt.xlim([-20,20])\n",
    "    plt.ylim([0.0, 1.1])\n",
    "    plt.xlabel('SNR db')\n",
    "    plt.ylabel('Pd %')\n",
    "    plt.grid()\n",
    "    plt.savefig('imagens/{:s}-{:s}.png'.format(model, mod))\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DetectNet/64/GFSKPds.xls\n",
      "DetectNet/128/GFSKPds.xls\n",
      "DetectNet/256/GFSKPds.xls\n",
      "DetectNet/512/GFSKPds.xls\n",
      "DetectNet/1024/GFSKPds.xls\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = 'DetectNet'\n",
    "mod = 'GFSK'\n",
    "\n",
    "results = []\n",
    "pf = []\n",
    "samples = []\n",
    "for _sample_length in sample_length:\n",
    "    try:\n",
    "        print(model+'/'+str(_sample_length)+'/'+mod+'Pds.xls')\n",
    "        doc = pd.read_csv('result/xls/'+model+'/'+str(_sample_length)+'/'+mod+'Pds.xls', header=None)\n",
    "        line = np.array(doc)\n",
    "        results.append(line[0,range(40)])\n",
    "        pf.append(line[0,40])\n",
    "        \n",
    "        samples.append(_sample_length)\n",
    "    except Exception as e:\n",
    "        print(\"Nao encontrado\")\n",
    " \n",
    "plotResultsSample(model, mod, _sample_length, results, pf, samples )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variando modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotResultsModel(mod, sample_length, results, pf, models):\n",
    "    plt.figure(figsize=[12,6])\n",
    "    for i in range(len(models)):\n",
    "        plt.plot(range(-20,20),results[i], label=str(models[i])+\" pf= \" + '{:.2f}%'.format(pf[i]) )\n",
    "    \n",
    "    plt.title(str(mod)+' ' +str(sample_length))\n",
    "    plt.legend()\n",
    "    plt.xlim([-20,20])\n",
    "    plt.ylim([0.0, 1.1])\n",
    "    plt.xlabel('SNR db')\n",
    "    plt.ylabel('Pd %')\n",
    "    plt.grid()\n",
    "    plt.savefig('imagens/{:s}-{:d}.png'.format(mod, sample_length))\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DetectNet/128/QAM16Pds.xls\n",
      "DNN/128/QAM16Pds.xls\n",
      "CNN/128/QAM16Pds.xls\n",
      "LSTM/128/QAM16Pds.xls\n",
      "SoftCombinationNet/128/QAM16Pds.xls\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_sample_length = 128\n",
    "mod = 'QAM16'\n",
    "\n",
    "results = []\n",
    "pf = []\n",
    "_models = []\n",
    "for model in models:\n",
    "    try:\n",
    "        print(model+'/'+str(_sample_length)+'/'+mod+'Pds.xls')\n",
    "        doc = pd.read_csv('result/xls/'+model+'/'+str(_sample_length)+'/'+mod+'Pds.xls', header=None)\n",
    "        line = np.array(doc)\n",
    "        results.append(line[0,range(40)])\n",
    "        pf.append(line[0,40])\n",
    "        \n",
    "        _models.append(model)\n",
    "    except Exception as e:\n",
    "        print(\"Nao encontrado\")\n",
    "        \n",
    "plotResultsModel(mod, _sample_length, results, pf, _models )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cooperativo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[12,6])\n",
    "\n",
    "files = ['Pds', 'Pds_hard', 'Pds_soft', '_4Pds_hard', '_4Pds_soft' , '_8Pds_hard', '_8Pds_soft'  ]\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[0]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"Sigle node, pf= \" + '{:.2f}%'.format(pf*100))\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[1]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"2 nodes LO, pf= \" + '{:.2f}%'.format(pf*100))\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[2]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"2 nodes SCN, pf= \" + '{:.2f}%'.format(pf))\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[3]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"4 nodes LO, pf= \" + '{:.2f}%'.format(pf*100))\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[4]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"4 nodes SCN, pf= \" + '{:.2f}%'.format(pf))\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[5]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"8 nodes LO, pf= \" + '{:.2f}%'.format(pf*100))\n",
    "\n",
    "doc = pd.read_csv('./result/xls/SoftCombinationNet/128/QAM16'+files[6]+'.xls', header=None)\n",
    "line = np.array(doc)\n",
    "result = line[0,range(40)]\n",
    "pf = line[0,40]\n",
    "plt.plot(range(-20,20), result , label=\"8 nodes SCN, pf= \" + '{:.2f}%'.format(pf))\n",
    "\n",
    "plt.title(str(model)+' - QAM16 - 128')\n",
    "plt.legend()\n",
    "plt.xlim([-15,15])\n",
    "plt.ylim([0.0, 1.1])\n",
    "plt.xlabel('SNR db')\n",
    "plt.ylabel('Pd %')\n",
    "plt.grid()\n",
    "plt.savefig('imagens/{:s}-{:d}.png'.format(model, _sample_length))   \n",
    "plt.show()\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
